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# made the documentation more informative
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Solrikk authored Jul 5, 2024
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_**PicTrace**_ is a highly efficient image matching platform that leverages computer vision using _**OpenCV**_, deep learning with _**TensorFlow**_ and the _**ResNet50 model**_, asynchronous processing with _**aiohttp**_, and the _**FastAPI**_ web framework for rapid and accurate image search. PicTrace allows users to upload images directly or provide URLs, quickly scanning a vast database to find similar images. Asynchronous processing ensures smooth and fast visual search, enhancing the user experience.

# Online Demos
# Online Demos:

Curious to see how _PicTrace_ works in real-time?

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![PicTrace Demo](https://github.com/Solrikk/PicTrace/blob/main/assets/gif/Pictrace.gif)

## Table of Contents
## Table of Contents:
1. [Features ⚡](#features-⚡)
2. [Getting Started with PicTrace 🚀](#getting-started-with-pictrace-🚀)
- [Prerequisites](#prerequisites)
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9. [Neural Network Model (ResNet50) 🧠](#neural-network-model-resnet50-🧠)
10. [Final Selection of Similar Images](#final-selection-of-similar-images)

## Features ⚡
## Features:
- **_Supports Multiple Technologies_** 💼

_**Python**_ with these powerful libraries:
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-----------------

## Getting Started with PicTrace 🚀
## Getting Started with PicTrace: 🚀
_PicTrace is a powerful image tracing and comparison tool designed to streamline your development process. Follow these steps to set up your environment and launch the application successfully._

### Prerequisites
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- **pip:** The package installer for Python, which comes pre-installed with Python 3.4 and higher. We'll use pip to install the necessary dependencies.
- **Git:** Required to clone the PicTrace repository. If Git is not already installed on your system, follow the installation instructions on [Git's official site](https://git-scm.com/downloads).

### Steps to Set Up PicTrace
### Steps to Set Up PicTrace:
1. **Clone the repository**

_First, get a copy of the PicTrace source code on your local machine. Use the following commands to clone the repository from GitHub:_
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